In the case of deep learning, the representation of a 3D object in space is very important as this basically determines the network structure as well as input and output representations.
In case of volumetric representation, the network is applied to a 3D voxel grid structure demonstrated in VoxNet [1]}, OctnetFusion [2]}.
